diff options
| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-04-26 11:03:29 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-04-26 11:03:29 -0500 |
| commit | 1c172f7d038eedd3d828d453e852c060072f52c8 (patch) | |
| tree | 3d7cf500dca3c0cb35f577b87c236559b58c3eef | |
| parent | 6f88add7aed62152ed6776765917e03d5096a5cc (diff) | |
CIFAR-100 per-seed diagnostics complete — full qualifying table
CIFAR-100, d=256 L=4, 100ep, 3 seeds. Frozen baseline (BP-frozen) = 0.178.
acc (±ddof=1) cos (±ddof=1) h_L g_L <frozen?
BP 0.321 ± 0.002 +1.000 ~192 ~9.5e-4 no
FA 0.133 ± 0.013 +0.234 ± 0.015 ~1e5-7e5 ~1e-6 YES (all 3)
DFA 0.088 ± 0.001 +0.029 ± 0.001 ~2e8 ~9e-9 YES (all 3)
Frozen 0.178 — — — baseline
Both FA and DFA are below frozen at ALL 3 seeds with positive cosine.
FA cos is +0.23 (clearly positive). DFA cos is +0.03 (small but positive).
Both are well above chance (1% for 100 classes).
BP is ~0.32, well above frozen (trustworthy control).
This is the paper's strongest qualifying setting because it uses the
SAME architecture (d=256 L=4) as the main CIFAR-10 audit — only the
task difficulty changes.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
| -rw-r--r-- | results/cifar100_d256_L4_s123/results_cifar100.json | 1175 | ||||
| -rw-r--r-- | results/cifar100_d256_L4_s42/results_cifar100.json | 1175 | ||||
| -rw-r--r-- | results/cifar100_d256_L4_s456/results_cifar100.json | 1175 | ||||
| -rw-r--r-- | results/cifar100_perseed.log | 102 |
4 files changed, 3627 insertions, 0 deletions
diff --git a/results/cifar100_d256_L4_s123/results_cifar100.json b/results/cifar100_d256_L4_s123/results_cifar100.json new file mode 100644 index 0000000..5678f3e --- /dev/null +++ b/results/cifar100_d256_L4_s123/results_cifar100.json @@ -0,0 +1,1175 @@ +{ + "123": { + "bp": { + "log": { + "train_loss": [ + 3.967920153274536, + 3.643245764923096, + 3.486677552947998, + 3.389170970993042, + 3.3176012518310545, + 3.2524516577148437, + 3.196259712524414, + 3.152468095245361, + 3.116606701889038, + 3.0753799269104003, + 3.0412558711242674, + 3.0103372289276122, + 2.9851040869140624, + 2.9536216430664064, + 2.919733713989258, + 2.8960993688964844, + 2.872693371734619, + 2.84370941696167, + 2.8186388218688965, + 2.802537234954834, + 2.775104519882202, + 2.752585594329834, + 2.7324084952545165, + 2.7153604712677004, + 2.6842776251220704, + 2.667392734527588, + 2.6493602058410644, + 2.6304399774932863, + 2.6058559870910645, + 2.5874294744110107, + 2.5774721023559573, + 2.560277436981201, + 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"penalty_lam": 0.0, + "num_classes": 100 + } +}
\ No newline at end of file diff --git a/results/cifar100_perseed.log b/results/cifar100_perseed.log new file mode 100644 index 0000000..76ca80c --- /dev/null +++ b/results/cifar100_perseed.log @@ -0,0 +1,102 @@ +=== CIFAR-100 per-seed diagnostics === + s=42 (Sun Apr 26 10:16:19 AM CDT 2026) +Using device: cuda:0 + +============================================================ +Seed 42 +============================================================ + +--- BP --- + [BP] Epoch 1: loss=3.9752, train=0.0983, test=0.1432 + [BP] Epoch 10: loss=3.0848, train=0.2424, test=0.2492 + [BP] Epoch 20: loss=2.8041, train=0.2935, test=0.2883 + [BP] Epoch 30: loss=2.6019, train=0.3352, test=0.3078 + [BP] Epoch 40: loss=2.4193, train=0.3727, test=0.3158 + [BP] Epoch 50: loss=2.2631, train=0.4053, test=0.3160 + [BP] Epoch 60: loss=2.1134, train=0.4371, test=0.3223 + [BP] Epoch 70: loss=1.9686, train=0.4729, test=0.3207 + [BP] Epoch 80: loss=1.8724, train=0.4941, test=0.3197 + [BP] Epoch 90: loss=1.8161, train=0.5069, test=0.3197 + [BP] Epoch 100: loss=1.7897, train=0.5126, test=0.3192 + Final test acc: 0.3192 + +--- DFA --- + [DFA] Epoch 1: loss=4.1736, train=0.0679, test=0.0775 + [DFA] Epoch 10: loss=4.0844, train=0.0798, test=0.0819 + [DFA] Epoch 20: loss=4.0627, train=0.0840, test=0.0759 + [DFA] Epoch 30: loss=4.0466, train=0.0876, test=0.0840 + [DFA] Epoch 40: loss=4.0357, train=0.0896, test=0.0862 + [DFA] Epoch 50: loss=4.0347, train=0.0909, test=0.0879 + [DFA] Epoch 60: loss=4.0298, train=0.0933, test=0.0879 + [DFA] Epoch 70: loss=4.0244, train=0.0958, test=0.0883 + [DFA] Epoch 80: loss=4.0232, train=0.0939, test=0.0871 + [DFA] Epoch 90: loss=4.0219, train=0.0962, test=0.0870 + [DFA] Epoch 100: loss=4.0244, train=0.0949, test=0.0875 + Final test acc: 0.0875 + +--- FA --- + [FA] Epoch 1: loss=4.1842, train=0.0639, test=0.0598 + [FA] Epoch 10: loss=3.9551, train=0.0978, test=0.0949 + [FA] Epoch 20: loss=3.8745, train=0.1103, test=0.1101 + [FA] Epoch 30: loss=3.8457, train=0.1160, test=0.1212 + [FA] Epoch 40: loss=3.7975, train=0.1235, test=0.1247 + [FA] Epoch 50: loss=3.7623, train=0.1290, test=0.1332 + [FA] Epoch 60: loss=3.7338, train=0.1341, test=0.1397 + [FA] Epoch 70: loss=3.7109, train=0.1404, test=0.1400 + [FA] Epoch 80: loss=3.6910, train=0.1426, test=0.1457 + [FA] Epoch 90: loss=3.6844, train=0.1436, test=0.1455 + [FA] Epoch 100: loss=3.6859, train=0.1440, test=0.1464 + Final test acc: 0.1464 + +All results saved to results/cifar100_d256_L4_s42/results_cifar100.json + s=123 (Sun Apr 26 10:35:54 AM CDT 2026) +Using device: cuda:0 + +============================================================ +Seed 123 +============================================================ + +--- BP --- + [BP] Epoch 1: loss=3.9679, train=0.0986, test=0.1439 + [BP] Epoch 10: loss=3.0754, train=0.2440, test=0.2501 + [BP] Epoch 20: loss=2.8025, train=0.2938, test=0.2812 + [BP] Epoch 30: loss=2.5874, train=0.3376, test=0.3021 + [BP] Epoch 40: loss=2.4113, train=0.3699, test=0.3104 + [BP] Epoch 50: loss=2.2468, train=0.4084, test=0.3160 + [BP] Epoch 60: loss=2.1034, train=0.4373, test=0.3209 + [BP] Epoch 70: loss=1.9664, train=0.4711, test=0.3212 + [BP] Epoch 80: loss=1.8659, train=0.4913, test=0.3208 + [BP] Epoch 90: loss=1.8143, train=0.5098, test=0.3201 + [BP] Epoch 100: loss=1.7758, train=0.5158, test=0.3218 + Final test acc: 0.3218 + +--- DFA --- + [DFA] Epoch 1: loss=4.1790, train=0.0644, test=0.0808 + [DFA] Epoch 10: loss=4.1013, train=0.0738, test=0.0764 + [DFA] Epoch 20: loss=4.0720, train=0.0808, test=0.0803 + [DFA] Epoch 30: loss=4.0493, train=0.0865, test=0.0845 + [DFA] Epoch 40: loss=4.0403, train=0.0866, test=0.0855 + [DFA] Epoch 50: loss=4.0321, train=0.0897, test=0.0852 + [DFA] Epoch 60: loss=4.0243, train=0.0921, test=0.0856 + [DFA] Epoch 70: loss=4.0213, train=0.0924, test=0.0868 + [DFA] Epoch 80: loss=4.0207, train=0.0933, test=0.0867 + [DFA] Epoch 90: loss=4.0178, train=0.0948, test=0.0875 + [DFA] Epoch 100: loss=4.0181, train=0.0932, test=0.0872 + Final test acc: 0.0872 + +--- FA --- + [FA] Epoch 1: loss=4.1971, train=0.0632, test=0.0708 + [FA] Epoch 10: loss=4.0477, train=0.0854, test=0.0847 + [FA] Epoch 20: loss=3.9867, train=0.0968, test=0.0997 + [FA] Epoch 30: loss=3.9504, train=0.1036, test=0.1037 + [FA] Epoch 40: loss=3.9204, train=0.1070, test=0.1068 + [FA] Epoch 50: loss=3.8915, train=0.1107, test=0.1091 + [FA] Epoch 60: loss=3.8680, train=0.1147, test=0.1135 + [FA] Epoch 70: loss=3.8517, train=0.1166, test=0.1156 + [FA] Epoch 80: loss=3.8433, train=0.1188, test=0.1182 + [FA] Epoch 90: loss=3.8342, train=0.1202, test=0.1215 + [FA] Epoch 100: loss=3.8330, train=0.1228, test=0.1208 + Final test acc: 0.1208 + +All results saved to results/cifar100_d256_L4_s123/results_cifar100.json +=== CIFAR-100 PER-SEED DONE (Sun Apr 26 10:55:31 AM CDT 2026) === |